Table Data - All Employees: Education and Health Services: Private Education and Health Services in Duluth, MN-WI (MSA)

Title All Employees: Education and Health Services: Private Education and Health Services in Duluth, MN-WI (MSA)
Series ID DULU227EDUH
Source U.S. Bureau of Labor Statistics
Release State Employment and Unemployment
Seasonal Adjustment Seasonally Adjusted
Frequency Monthly
Units Thousands of Persons
Date Range 1990-01-01 to 2026-09-01
Last Updated 2026-10-20 9:43 AM CDT
Notes The Federal Reserve Bank of St. Louis seasonally adjusts this series by using the 'statsmodels' library from Python with default parameter settings. The package uses the U.S. Bureau of the Census X-13ARIMA-SEATS Seasonal Adjustment Program. More information on the 'statsmodels' X-13ARIMA-SEATS package can be found here. More information on X-13ARIMA-SEATS can be found here.

Many series include both seasonally adjusted (SA) and not seasonally adjusted (NSA) data. Occasionally, updates to the data will not include sufficient seasonal factors to trigger a seasonal adjustment. In these cases, the NSA series will be updated normally; but the SA series will also be updated with the NSA data. The NSA series can be located here here.

Some seasonally adjusted series may exhibit negative values because they are created from a seasonal adjustment process regardless of the actual meaning or interpretation of the given indicator.
DATE VALUE
1990-01-01 13.9675567733
1990-02-01 13.9868153768
1990-03-01 14.0808524197
1990-04-01 14.0768105446
1990-05-01 14.1414445086
1990-06-01 14.2805224214
1990-07-01 14.4982388988
1990-08-01 14.6120902784
1990-09-01 14.6701148813
1990-10-01 14.7178717856
1990-11-01 14.8014464535
1990-12-01 14.8615851704
1991-01-01 15.1622835169
1991-02-01 15.1825884890
1991-03-01 15.2767193476
1991-04-01 15.1704866269
1991-05-01 15.2399204468
1991-06-01 15.1893040738
1991-07-01 15.2063945138
1991-08-01 15.4412720531
1991-09-01 15.3708746959
1991-10-01 15.4069342985
1991-11-01 15.5772752825
1991-12-01 15.6444627769
1992-01-01 15.5813173179
1992-02-01 15.6902220264
1992-03-01 15.5878664842
1992-04-01 15.7576996360
1992-05-01 15.9390492659
1992-06-01 15.8904658489
1992-07-01 15.8113339263
1992-08-01 15.8621151742
1992-09-01 15.8694861095
1992-10-01 15.9942785166
1992-11-01 15.8446141130
1992-12-01 15.9337585477
1993-01-01 15.9116131202
1993-02-01 15.8091856555
1993-03-01 16.0103838650
1993-04-01 16.2431228181
1993-05-01 16.2348265928
1993-06-01 16.2776588175
1993-07-01 16.4178270271
1993-08-01 16.2819579756
1993-09-01 16.4623147848
1993-10-01 16.3762766459
1993-11-01 16.4140881228
1993-12-01 16.3198165074
1994-01-01 16.5474628128
1994-02-01 16.5318954017
1994-03-01 16.5319147595
1994-04-01 16.4277659956
1994-05-01 16.4363367687
1994-06-01 16.5609790290
1994-07-01 16.5121335777
1994-08-01 16.4857921752
1994-09-01 16.5372186223
1994-10-01 16.7750559502
1994-11-01 16.8903232544
1994-12-01 17.0197507287
1995-01-01 16.8693685932
1995-02-01 17.0489023850
1995-03-01 17.1487467850
1995-04-01 17.2240310574
1995-05-01 17.2304297712
1995-06-01 17.2380139587
1995-07-01 17.5341136944
1995-08-01 17.7051497355
1995-09-01 17.6227318807
1995-10-01 17.6711490187
1995-11-01 17.8748195966
1995-12-01 17.8116350448
1996-01-01 17.3823430961
1996-02-01 17.3596247488
1996-03-01 17.3572803716
1996-04-01 17.7272341123
1996-05-01 17.7319611634
1996-06-01 17.6207265725
1996-07-01 17.6363064244
1996-08-01 17.6804183191
1996-09-01 17.8115169185
1996-10-01 17.7803848589
1996-11-01 17.6858405843
1996-12-01 17.8189346618
1997-01-01 17.7841723535
1997-02-01 17.8703453893
1997-03-01 18.1656300552
1997-04-01 17.9346855591
1997-05-01 17.9234439363
1997-06-01 18.3079399850
1997-07-01 18.1453275373
1997-08-01 18.2739008916
1997-09-01 18.4115127515
1997-10-01 18.2691234740
1997-11-01 18.3959558772
1997-12-01 18.3133223927
1998-01-01 18.5849813166
1998-02-01 18.6858262268
1998-03-01 18.6703241553
1998-04-01 19.3322857998
1998-05-01 19.5211390495
1998-06-01 19.5125257570
1998-07-01 19.2407342233
1998-08-01 19.3734273405
1998-09-01 19.3096767185
1998-10-01 19.4563824199
1998-11-01 19.5090238725
1998-12-01 19.6152834857
1999-01-01 19.5734866670
1999-02-01 19.5948408349
1999-03-01 19.5715331952
1999-04-01 19.6320488723
1999-05-01 19.6182832891
1999-06-01 19.7027772187
1999-07-01 19.9289439798
1999-08-01 19.9705776504
1999-09-01 19.9298722383
1999-10-01 20.3355524433
1999-11-01 20.4205114373
1999-12-01 20.6180356233
2000-01-01 20.5759313176
2000-02-01 20.5924456191
2000-03-01 20.7656590265
2000-04-01 20.7215126190
2000-05-01 20.7220961016
2000-06-01 20.7112233299
2000-07-01 20.8151614096
2000-08-01 20.7691009291
2000-09-01 20.7413711781
2000-10-01 20.7232887597
2000-11-01 20.7438541441
2000-12-01 20.6473083574
2001-01-01 20.7850927074
2001-02-01 20.7870076616
2001-03-01 20.7572975156
2001-04-01 21.2003420016
2001-05-01 21.4137362987
2001-06-01 21.4055457567
2001-07-01 21.8219857872
2001-08-01 21.9856146440
2001-09-01 22.0456775109
2001-10-01 22.1066478465
2001-11-01 22.1561978000
2001-12-01 22.3574589029
2002-01-01 22.6108513147
2002-02-01 22.5686089211
2002-03-01 22.5380856010
2002-04-01 22.6764535164
2002-05-01 22.7059534732
2002-06-01 22.8975812196
2002-07-01 22.6329168601
2002-08-01 22.8912253877
2002-09-01 22.9241282779
2002-10-01 23.2150028275
2002-11-01 23.3869381999
2002-12-01 23.3704584737
2003-01-01 23.4361064490
2003-02-01 23.6441688747
2003-03-01 23.6270379729
2003-04-01 23.5570002114
2003-05-01 23.5982829367
2003-06-01 23.6757083490
2003-07-01 23.6571791949
2003-08-01 23.6846010340
2003-09-01 23.9092469105
2003-10-01 23.9345802174
2003-11-01 23.9072550133
2003-12-01 23.8680712576
2004-01-01 24.1706006570
2004-02-01 24.2202068579
2004-03-01 24.4231278408
2004-04-01 24.6506625295
2004-05-01 24.6050038417
2004-06-01 24.7780390720
2004-07-01 24.5689212843
2004-08-01 24.5606407455
2004-09-01 24.4797389472
2004-10-01 24.7467971971
2004-11-01 24.8177742403
2004-12-01 24.9475269762
2005-01-01 24.9033575166
2005-02-01 25.1223514841
2005-03-01 25.2336060113
2005-04-01 25.2517991338
2005-05-01 25.4084265939
2005-06-01 25.4906200371
2005-07-01 25.5759037396
2005-08-01 25.6162751365
2005-09-01 25.7613733128
2005-10-01 25.6550877952
2005-11-01 25.8015951951
2005-12-01 26.1251026295
2006-01-01 26.2429243488
2006-02-01 26.3389514137
2006-03-01 26.4496445817
2006-04-01 26.6620681461
2006-05-01 26.5967908020
2006-06-01 26.9269204006
2006-07-01 27.1792207687
2006-08-01 27.3656500184
2006-09-01 27.3455165288
2006-10-01 27.3544648945
2006-11-01 27.4892011725
2006-12-01 27.5120889605
2007-01-01 27.5636584070
2007-02-01 27.6593625522
2007-03-01 27.6730388926
2007-04-01 27.4584364176
2007-05-01 27.5824237319
2007-06-01 27.8547439129
2007-07-01 28.2798509075
2007-08-01 28.2137139070
2007-09-01 28.3599161141
2007-10-01 28.5492244379
2007-11-01 28.5737895879
2007-12-01 28.5218986638
2008-01-01 28.4756982662
2008-02-01 28.4569500130
2008-03-01 28.4815259449
2008-04-01 28.5467532190
2008-05-01 28.7601102485
2008-06-01 28.6847054298
2008-07-01 28.5840876682
2008-08-01 28.7012874704
2008-09-01 28.5690816400
2008-10-01 28.5331412749
2008-11-01 28.6793555365
2008-12-01 28.6517688690
2009-01-01 28.5742930298
2009-02-01 28.5459229253
2009-03-01 28.6804284806
2009-04-01 28.6121734532
2009-05-01 28.8358275348
2009-06-01 28.7987574863
2009-07-01 29.2073428672
2009-08-01 29.3333020430
2009-09-01 29.0894962046
2009-10-01 29.2180005746
2009-11-01 29.2797355252
2009-12-01 29.4762299995
2010-01-01 29.7752256335
2010-02-01 29.9015080604
2010-03-01 30.0529327130
2010-04-01 30.2542877151
2010-05-01 30.0938911512
2010-06-01 30.4571384471
2010-07-01 30.3634604790
2010-08-01 30.4268578146
2010-09-01 30.2875259928
2010-10-01 30.3934579666
2010-11-01 30.3692697443
2010-12-01 30.3975703569
2011-01-01 30.4709760792
2011-02-01 30.4299020632
2011-03-01 30.2980856582
2011-04-01 30.2876759883
2011-05-01 30.3810495143
2011-06-01 30.6215120948
2011-07-01 30.3334159894
2011-08-01 30.3480386416
2011-09-01 30.3790440416
2011-10-01 30.2743637122
2011-11-01 30.1406227185
2011-12-01 30.2168107703
2012-01-01 29.9550409904
2012-02-01 29.8319817023
2012-03-01 29.8220850884
2012-04-01 29.9339814623
2012-05-01 29.9913829364
2012-06-01 30.2221740557
2012-07-01 30.3309986750
2012-08-01 30.2881247860
2012-09-01 30.1462268125
2012-10-01 30.2346643583
2012-11-01 30.2889323353
2012-12-01 30.3248769558
2013-01-01 30.8558454560
2013-02-01 30.6152614961
2013-03-01 30.7257588998
2013-04-01 31.3588234572
2013-05-01 31.2046947628
2013-06-01 31.0531826778
2013-07-01 31.1529708150
2013-08-01 31.2471334635
2013-09-01 31.7206537120
2013-10-01 31.5842731012
2013-11-01 31.7168157232
2013-12-01 31.5146375760
2014-01-01 31.4454105527
2014-02-01 31.4969948389
2014-03-01 31.5361010051
2014-04-01 31.3047373443
2014-05-01 31.2219215378
2014-06-01 31.1815203397
2014-07-01 30.9431508486
2014-08-01 30.9648735116
2014-09-01 31.1929909561
2014-10-01 31.2473613418
2014-11-01 31.9666124973
2014-12-01 31.8078273020
2015-01-01 31.4339224464
2015-02-01 31.5133359375
2015-03-01 31.4808590816
2015-04-01 31.3406130935
2015-05-01 31.2491240400
2015-06-01 31.3722852956
2015-07-01 31.6379877044
2015-08-01 31.7893085003
2015-09-01 31.7813309725
2015-10-01 31.8119200172
2015-11-01 31.7315310594
2015-12-01 31.6869486221
2016-01-01 32.1174900436
2016-02-01 31.9542551902
2016-03-01 31.9611522447
2016-04-01 31.8751734339
2016-05-01 31.8745230603
2016-06-01 31.7391016323
2016-07-01 31.7938664786
2016-08-01 31.7561600639
2016-09-01 31.7691980684
2016-10-01 31.8821552516
2016-11-01 31.8911081247
2016-12-01 32.0681020693
2017-01-01 32.4061175361
2017-02-01 32.1293036782
2017-03-01 32.1730440606
2017-04-01 32.3228155507
2017-05-01 32.4049720440
2017-06-01 32.3813056551
2017-07-01 32.4478265902
2017-08-01 32.4240160385
2017-09-01 32.5604359540
2017-10-01 32.5526424207
2017-11-01 32.5284473738
2017-12-01 32.6471870902
2018-01-01 32.6934225842
2018-02-01 32.7155214643
2018-03-01 32.6960724796
2018-04-01 32.9810871379
2018-05-01 33.0336843871
2018-06-01 33.1218930645
2018-07-01 33.0944740083
2018-08-01 33.0840726539
2018-09-01 32.8505278436
2018-10-01 32.9236926679
2018-11-01 32.9468324641
2018-12-01 33.0460013941
2019-01-01 32.8877781537
2019-02-01 32.8033969053
2019-03-01 32.9017515370
2019-04-01 32.9837319303
2019-05-01 32.9710008254
2019-06-01 33.0419512170
2019-07-01 32.9146149083
2019-08-01 32.9089784425
2019-09-01 32.9349412390
2019-10-01 33.0083669373
2019-11-01 32.9691579939
2019-12-01 32.8422314237
2020-01-01 32.8819439845
2020-02-01 32.8923812201
2020-03-01 32.7803651546
2020-04-01 30.4750749875
2020-05-01 29.6020243869
2020-06-01 30.0753979553
2020-07-01 30.5467946870
2020-08-01 30.7478267474
2020-09-01 30.9315736391
2020-10-01 31.2277859424
2020-11-01 31.0593537527
2020-12-01 31.0730319346
2021-01-01 31.0642387147
2021-02-01 31.1055604272
2021-03-01 31.0531724354
2021-04-01 31.2147121834
2021-05-01 31.1205600416
2021-06-01 30.9332489236
2021-07-01 31.1808143817
2021-08-01 31.0701364439
2021-09-01 30.9168465839
2021-10-01 31.0350531365
2021-11-01 31.0354674604
2021-12-01 30.8833096257
2022-01-01 30.8465591099
2022-02-01 30.9030882537
2022-03-01 30.8074954004
2022-04-01 30.3847151654
2022-05-01 30.6160571719
2022-06-01 30.5369564241
2022-07-01 30.6515933863
2022-08-01 30.6567886763
2022-09-01 30.8113087059
2022-10-01 30.7586439727
2022-11-01 30.7467795053
2022-12-01 30.7892542608
2023-01-01 30.7237099653
2023-02-01 30.7163588573
2023-03-01 30.8679728298
2023-04-01 30.7294223411
2023-05-01 31.0059923692
2023-06-01 31.2606358865
2023-07-01 30.8342280793
2023-08-01 30.9540992931
2023-09-01 31.0011643783
2023-10-01 30.9802942612
2023-11-01 31.0668957270
2023-12-01 31.0786190958
2024-01-01 31.3041717190
2024-02-01 31.4395589797
2024-03-01 31.6390918876
2024-04-01 31.4622599312
2024-05-01 31.3816423414
2024-06-01 31.4476465851
2024-07-01 31.3162536747
2024-08-01 31.4475444715
2024-09-01 31.4933514535
2024-10-01 31.6977307192
2024-11-01 31.7854479321
2024-12-01 31.8689350877
2025-01-01 31.9842686741
2025-02-01 32.0619229508
2025-03-01 32.1315763180
2025-04-01 32.1802044958
2025-05-01 32.1700277609
2025-06-01 32.1475742918
2025-07-01 32.3247180848
2025-08-01 32.4543022151
2025-09-01 32.1820526121
2025-10-01 32.0077927938
2025-11-01 31.7153419986
2025-12-01 32.0614444013
2026-01-01 32.0732072369
2026-02-01 31.7006277400
2026-03-01 31.6576436973
2026-04-01 31.8960527545
2026-05-01 32.2632479852
2026-06-01 33.3728842683
2026-07-01 33.4328263703
2026-08-01 33.4641579462
2026-09-01 32.0826361415

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